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Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases

Summary: Diagnoses root causes of intermittent slow queries (iSQs) in cloud DBs; iSQUAD maps iSQs to external performance factors with ML. Offline clustering with anomaly extraction, TOPIC, Bayesian Case Model; online diagnosis with DBA labeling; Alibaba OLTP data yields 80.4% F1. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12036
Venue
VLDB
Year
2020
Pagerank
9.4565836e-05
Overall Rank
2,140 | 85.13%
DOI
10.14778/3389133.3389136

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Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
1,640 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00011048873
1,953 D-Bot: Database Diagnosis System using Large Language Models 2024 VLDB 9.9701097e-05
3,435 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 7.0946114e-05
3,466 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.0645718e-05
4,151 openGauss: An Autonomous Database System 2021 VLDB 6.4020605e-05
4,234 Panda: Performance Debugging for Databases using LLM Agents 2024 CIDR 6.3300159e-05
4,870 DBPA: A Benchmark for Transactional Database Performance Anomalies 2023 SIGMOD 5.8583776e-05
5,785 ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection 2024 VLDB 5.3257637e-05
6,564 Automatic Database Configuration Debugging using Retrieval-Augmented Language Models 2025 SIGMOD 5.0037892e-05
6,883 PilotScope: Steering Databases with Machine Learning Drivers 2024 VLDB 4.8918682e-05
6,904 BALANCE: Bayesian Linear Attribution for Root Cause Localization 2023 SIGMOD 4.8878659e-05
7,016 LLM for Data Management 2024 VLDB 4.8561622e-05
7,993 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 4.6080455e-05
10,244 DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs 2026 VLDB 4.1905499e-05
10,827 DBPecker: A Graph-Based Compound Anomaly Diagnosis System for Distributed RDBMSs 2025 VLDB 4.1905499e-05
11,252 CORE-Sketch: On Exact Computation of Median Absolute Deviation with Limited Space 2023 VLDB 4.1905499e-05
11,288 DHive: Query Execution Performance Analysis via Dataflow in Apache Hive 2023 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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